Physionet Data Challenge 2019

Dataset statistics

Number of variables	44
Number of observations	20000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.7 MiB
Average record size in memory	352.0 B

Variable types

Numeric	44

Alerts

`HR` is highly correlated with `O2Sat` and 24 other fields	High correlation
`O2Sat` is highly correlated with `HR` and 24 other fields	High correlation
`Temp` is highly correlated with `HR` and 19 other fields	High correlation
`SBP` is highly correlated with `HR` and 24 other fields	High correlation
`MAP` is highly correlated with `HR` and 24 other fields	High correlation
`DBP` is highly correlated with `HR` and 24 other fields	High correlation
`Resp` is highly correlated with `HR` and 24 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3`	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`FiO2` is highly correlated with `pH` and 6 other fields	High correlation
`pH` is highly correlated with `FiO2` and 6 other fields	High correlation
`PaCO2` is highly correlated with `FiO2` and 6 other fields	High correlation
`SaO2` is highly correlated with `FiO2` and 4 other fields	High correlation
`AST` is highly correlated with `Alkalinephos` and 1 other fields	High correlation
`BUN` is highly correlated with `HR` and 22 other fields	High correlation
`Alkalinephos` is highly correlated with `AST` and 1 other fields	High correlation
`Calcium` is highly correlated with `HR` and 26 other fields	High correlation
`Chloride` is highly correlated with `Lactate`	High correlation
`Creatinine` is highly correlated with `HR` and 22 other fields	High correlation
`Glucose` is highly correlated with `HR` and 19 other fields	High correlation
`Lactate` is highly correlated with `FiO2` and 7 other fields	High correlation
`Magnesium` is highly correlated with `HR` and 22 other fields	High correlation
`Phosphate` is highly correlated with `BUN` and 2 other fields	High correlation
`Potassium` is highly correlated with `HR` and 27 other fields	High correlation
`Bilirubin_total` is highly correlated with `AST` and 1 other fields	High correlation
`Hct` is highly correlated with `HR` and 22 other fields	High correlation
`Hgb` is highly correlated with `HR` and 22 other fields	High correlation
`PTT` is highly correlated with `Fibrinogen`	High correlation
`WBC` is highly correlated with `HR` and 22 other fields	High correlation
`Fibrinogen` is highly correlated with `PTT`	High correlation
`Platelets` is highly correlated with `HR` and 22 other fields	High correlation
`Age` is highly correlated with `HR` and 23 other fields	High correlation
`Gender` is highly correlated with `HR` and 23 other fields	High correlation
`Unit1` is highly correlated with `HR` and 13 other fields	High correlation
`Unit2` is highly correlated with `HR` and 13 other fields	High correlation
`HospAdmTime` is highly correlated with `HR` and 23 other fields	High correlation
`ICULOS` is highly correlated with `HR` and 23 other fields	High correlation
`SepsisLabel` is highly correlated with `HR` and 23 other fields	High correlation
`Sepsis` is highly correlated with `HR` and 23 other fields	High correlation
`Hours` is highly correlated with `HR` and 23 other fields	High correlation
`HR` is highly correlated with `O2Sat` and 25 other fields	High correlation
`O2Sat` is highly correlated with `HR` and 25 other fields	High correlation
`Temp` is highly correlated with `HR` and 28 other fields	High correlation
`SBP` is highly correlated with `HR` and 25 other fields	High correlation
`MAP` is highly correlated with `HR` and 25 other fields	High correlation
`DBP` is highly correlated with `HR` and 25 other fields	High correlation
`Resp` is highly correlated with `HR` and 25 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3` and 4 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess` and 1 other fields	High correlation
`FiO2` is highly correlated with `Temp` and 8 other fields	High correlation
`pH` is highly correlated with `Temp` and 11 other fields	High correlation
`PaCO2` is highly correlated with `Temp` and 11 other fields	High correlation
`SaO2` is highly correlated with `FiO2` and 6 other fields	High correlation
`AST` is highly correlated with `BUN` and 5 other fields	High correlation
`BUN` is highly correlated with `HR` and 28 other fields	High correlation
`Alkalinephos` is highly correlated with `AST` and 5 other fields	High correlation
`Calcium` is highly correlated with `HR` and 30 other fields	High correlation
`Chloride` is highly correlated with `BaseExcess` and 6 other fields	High correlation
`Creatinine` is highly correlated with `HR` and 28 other fields	High correlation
`Glucose` is highly correlated with `HR` and 30 other fields	High correlation
`Lactate` is highly correlated with `Temp` and 10 other fields	High correlation
`Magnesium` is highly correlated with `HR` and 25 other fields	High correlation
`Phosphate` is highly correlated with `HR` and 22 other fields	High correlation
`Potassium` is highly correlated with `HR` and 31 other fields	High correlation
`Bilirubin_total` is highly correlated with `AST` and 5 other fields	High correlation
`Hct` is highly correlated with `HR` and 27 other fields	High correlation
`Hgb` is highly correlated with `HR` and 27 other fields	High correlation
`PTT` is highly correlated with `Fibrinogen`	High correlation
`WBC` is highly correlated with `HR` and 28 other fields	High correlation
`Fibrinogen` is highly correlated with `Hct` and 2 other fields	High correlation
`Platelets` is highly correlated with `HR` and 29 other fields	High correlation
`Age` is highly correlated with `HR` and 25 other fields	High correlation
`Gender` is highly correlated with `HR` and 25 other fields	High correlation
`Unit1` is highly correlated with `HR` and 23 other fields	High correlation
`Unit2` is highly correlated with `HR` and 23 other fields	High correlation
`HospAdmTime` is highly correlated with `HR` and 25 other fields	High correlation
`ICULOS` is highly correlated with `HR` and 25 other fields	High correlation
`SepsisLabel` is highly correlated with `HR` and 25 other fields	High correlation
`Sepsis` is highly correlated with `HR` and 25 other fields	High correlation
`Hours` is highly correlated with `HR` and 25 other fields	High correlation
`HR` is highly correlated with `O2Sat` and 18 other fields	High correlation
`O2Sat` is highly correlated with `HR` and 14 other fields	High correlation
`Temp` is highly correlated with `HR` and 11 other fields	High correlation
`SBP` is highly correlated with `HR` and 16 other fields	High correlation
`MAP` is highly correlated with `HR` and 16 other fields	High correlation
`DBP` is highly correlated with `HR` and 16 other fields	High correlation
`Resp` is highly correlated with `HR` and 11 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3`	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`FiO2` is highly correlated with `pH` and 4 other fields	High correlation
`pH` is highly correlated with `FiO2` and 3 other fields	High correlation
`PaCO2` is highly correlated with `FiO2` and 3 other fields	High correlation
`SaO2` is highly correlated with `FiO2` and 3 other fields	High correlation
`AST` is highly correlated with `Alkalinephos` and 1 other fields	High correlation
`BUN` is highly correlated with `HR` and 19 other fields	High correlation
`Alkalinephos` is highly correlated with `AST` and 1 other fields	High correlation
`Calcium` is highly correlated with `BUN` and 9 other fields	High correlation
`Chloride` is highly correlated with `Lactate`	High correlation
`Creatinine` is highly correlated with `HR` and 19 other fields	High correlation
`Glucose` is highly correlated with `BUN` and 3 other fields	High correlation
`Lactate` is highly correlated with `FiO2` and 6 other fields	High correlation
`Magnesium` is highly correlated with `BUN` and 8 other fields	High correlation
`Phosphate` is highly correlated with `Magnesium`	High correlation
`Potassium` is highly correlated with `FiO2` and 10 other fields	High correlation
`Bilirubin_total` is highly correlated with `AST` and 1 other fields	High correlation
`Hct` is highly correlated with `BUN` and 7 other fields	High correlation
`Hgb` is highly correlated with `BUN` and 7 other fields	High correlation
`PTT` is highly correlated with `Fibrinogen`	High correlation
`WBC` is highly correlated with `HR` and 8 other fields	High correlation
`Fibrinogen` is highly correlated with `PTT`	High correlation
`Platelets` is highly correlated with `HR` and 8 other fields	High correlation
`Age` is highly correlated with `HR` and 16 other fields	High correlation
`Gender` is highly correlated with `HR` and 16 other fields	High correlation
`Unit1` is highly correlated with `HR` and 12 other fields	High correlation
`Unit2` is highly correlated with `HR` and 12 other fields	High correlation
`HospAdmTime` is highly correlated with `HR` and 16 other fields	High correlation
`ICULOS` is highly correlated with `HR` and 16 other fields	High correlation
`SepsisLabel` is highly correlated with `HR` and 16 other fields	High correlation
`Sepsis` is highly correlated with `HR` and 16 other fields	High correlation
`Hours` is highly correlated with `HR` and 16 other fields	High correlation
`PatientID` is uniformly distributed	Uniform
`PatientID` has unique values	Unique
`EtCO2` has 16784 (83.9%) zeros	Zeros
`BaseExcess` has 19442 (97.2%) zeros	Zeros
`HCO3` has 19584 (97.9%) zeros	Zeros
`FiO2` has 14178 (70.9%) zeros	Zeros
`pH` has 14246 (71.2%) zeros	Zeros
`PaCO2` has 14221 (71.1%) zeros	Zeros
`SaO2` has 14875 (74.4%) zeros	Zeros
`AST` has 11536 (57.7%) zeros	Zeros
`BUN` has 1591 (8.0%) zeros	Zeros
`Alkalinephos` has 11530 (57.6%) zeros	Zeros
`Calcium` has 1550 (7.8%) zeros	Zeros
`Chloride` has 18383 (91.9%) zeros	Zeros
`Creatinine` has 1588 (7.9%) zeros	Zeros
`Bilirubin_direct` has 18529 (92.6%) zeros	Zeros
`Glucose` has 1173 (5.9%) zeros	Zeros
`Lactate` has 15240 (76.2%) zeros	Zeros
`Magnesium` has 3543 (17.7%) zeros	Zeros
`Phosphate` has 8365 (41.8%) zeros	Zeros
`Potassium` has 1434 (7.2%) zeros	Zeros
`Bilirubin_total` has 11522 (57.6%) zeros	Zeros
`TroponinI` has 13436 (67.2%) zeros	Zeros
`Hct` has 1953 (9.8%) zeros	Zeros
`Hgb` has 1941 (9.7%) zeros	Zeros
`PTT` has 15602 (78.0%) zeros	Zeros
`WBC` has 2000 (10.0%) zeros	Zeros
`Fibrinogen` has 18052 (90.3%) zeros	Zeros
`Platelets` has 1992 (10.0%) zeros	Zeros
`Unit1` has 6095 (30.5%) zeros	Zeros
`Unit2` has 6095 (30.5%) zeros	Zeros

Reproduction

Analysis started	2021-11-29 10:24:07.469039
Analysis finished	2021-11-29 10:24:23.465570
Duration	16 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

PatientID
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	20000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	110000.5

Minimum	100001
Maximum	120000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	100001
5-th percentile	101000.95
Q1	105000.75
median	110000.5
Q3	115000.25
95-th percentile	119000.05
Maximum	120000
Range	19999
Interquartile range (IQR)	9999.5

Descriptive statistics

Standard deviation	5773.647028
Coefficient of variation (CV)	0.05248746167
Kurtosis	-1.2
Mean	110000.5
Median Absolute Deviation (MAD)	5000
Skewness	0
Sum	2200010000
Variance	33335000
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100001	1	< 0.1%
113331	1	< 0.1%
113338	1	< 0.1%
113337	1	< 0.1%
113336	1	< 0.1%
113335	1	< 0.1%
113334	1	< 0.1%
113333	1	< 0.1%
113332	1	< 0.1%
113330	1	< 0.1%
Other values (19990)	19990	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
100001	1	< 0.1%
100002	1	< 0.1%
100003	1	< 0.1%
100004	1	< 0.1%
100005	1	< 0.1%
100006	1	< 0.1%
100007	1	< 0.1%
100008	1	< 0.1%
100009	1	< 0.1%
100010	1	< 0.1%

Value	Count	Frequency (%)
120000	1	< 0.1%
119999	1	< 0.1%
119998	1	< 0.1%
119997	1	< 0.1%
119996	1	< 0.1%
119995	1	< 0.1%
119994	1	< 0.1%
119993	1	< 0.1%
119992	1	< 0.1%
119991	1	< 0.1%

HR
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	231
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.48925

Minimum	0
Maximum	328
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	19
median	34
Q3	43
95-th percentile	55
Maximum	328
Range	328
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	22.59715504
Coefficient of variation (CV)	0.6747584685
Kurtosis	38.19256726
Mean	33.48925
Median Absolute Deviation (MAD)	12
Skewness	4.457245692
Sum	669785
Variance	510.631416
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	648	3.2%
39	620	3.1%
38	610	3.0%
37	596	3.0%
36	595	3.0%
40	585	2.9%
41	545	2.7%
42	532	2.7%
34	526	2.6%
43	492	2.5%
Other values (221)	14251	71.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	< 0.1%
1	7	< 0.1%
2	40	0.2%
3	118	0.6%
4	202	1.0%
5	199	1.0%
6	195	1.0%
7	267	1.3%
8	197	1.0%
9	202	1.0%

Value	Count	Frequency (%)
328	3	< 0.1%
324	1	< 0.1%
318	1	< 0.1%
312	1	< 0.1%
311	1	< 0.1%
308	1	< 0.1%
307	1	< 0.1%
306	1	< 0.1%
301	1	< 0.1%
297	2	< 0.1%

O2Sat
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	229
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.7169

Minimum	0
Maximum	328
Zeros	6
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	19
median	33
Q3	42
95-th percentile	54
Maximum	328
Range	328
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.45235087
Coefficient of variation (CV)	0.6862615613
Kurtosis	37.59430454
Mean	32.7169
Median Absolute Deviation (MAD)	12
Skewness	4.388133365
Sum	654338
Variance	504.1080598
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	633	3.2%
39	606	3.0%
36	585	2.9%
37	568	2.8%
38	562	2.8%
40	544	2.7%
42	525	2.6%
34	515	2.6%
21	514	2.6%
19	514	2.6%
Other values (219)	14434	72.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	< 0.1%
1	12	0.1%
2	58	0.3%
3	140	0.7%
4	219	1.1%
5	232	1.2%
6	200	1.0%
7	292	1.5%
8	215	1.1%
9	229	1.1%

Value	Count	Frequency (%)
328	1	< 0.1%
327	1	< 0.1%
325	1	< 0.1%
323	1	< 0.1%
318	1	< 0.1%
312	1	< 0.1%
310	1	< 0.1%
308	1	< 0.1%
304	1	< 0.1%
302	1	< 0.1%

Temp
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	135
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.91625

Minimum	0
Maximum	214
Zeros	49
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	6
median	9
Q3	14
95-th percentile	39
Maximum	214
Range	214
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	13.0363121
Coefficient of variation (CV)	1.00929543
Kurtosis	37.34657591
Mean	12.91625
Median Absolute Deviation (MAD)	4
Skewness	4.435887039
Sum	258325
Variance	169.9454332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	1617	8.1%
10	1448	7.2%
5	1418	7.1%
8	1372	6.9%
4	1356	6.8%
11	1352	6.8%
7	1224	6.1%
6	1214	6.1%
12	1031	5.2%
3	976	4.9%
Other values (125)	6992	35.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	49	0.2%
1	229	1.1%
2	599	3.0%
3	976	4.9%
4	1356	6.8%
5	1418	7.1%
6	1214	6.1%
7	1224	6.1%
8	1372	6.9%
9	1617	8.1%

Value	Count	Frequency (%)
214	1	< 0.1%
213	1	< 0.1%
206	1	< 0.1%
205	1	< 0.1%
196	2	< 0.1%
195	1	< 0.1%
194	1	< 0.1%
180	1	< 0.1%
167	1	< 0.1%
160	2	< 0.1%

SBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	236
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.79655

Minimum	0
Maximum	332
Zeros	24
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	19
median	33
Q3	42
95-th percentile	54
Maximum	332
Range	332
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.43228072
Coefficient of variation (CV)	0.683982941
Kurtosis	38.11703274
Mean	32.79655
Median Absolute Deviation (MAD)	12
Skewness	4.442117865
Sum	655931
Variance	503.2072185
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	632	3.2%
37	624	3.1%
38	585	2.9%
36	582	2.9%
39	582	2.9%
40	553	2.8%
42	535	2.7%
34	523	2.6%
41	514	2.6%
19	498	2.5%
Other values (226)	14372	71.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	0.1%
1	14	0.1%
2	41	0.2%
3	135	0.7%
4	216	1.1%
5	217	1.1%
6	188	0.9%
7	283	1.4%
8	213	1.1%
9	222	1.1%

Value	Count	Frequency (%)
332	1	< 0.1%
326	1	< 0.1%
325	1	< 0.1%
322	1	< 0.1%
312	1	< 0.1%
311	1	< 0.1%
306	1	< 0.1%
305	1	< 0.1%
304	1	< 0.1%
303	1	< 0.1%

MAP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	232
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.47915

Minimum	0
Maximum	332
Zeros	102
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	19
median	33
Q3	42
95-th percentile	54
Maximum	332
Range	332
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.58490135
Coefficient of variation (CV)	0.6953661458
Kurtosis	36.93726161
Mean	32.47915
Median Absolute Deviation (MAD)	12
Skewness	4.328911807
Sum	649583
Variance	510.0777692
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	629	3.1%
37	627	3.1%
36	584	2.9%
38	583	2.9%
39	573	2.9%
40	558	2.8%
42	532	2.7%
34	514	2.6%
19	511	2.6%
20	489	2.4%
Other values (222)	14400	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	102	0.5%
1	118	0.6%
2	158	0.8%
3	196	1.0%
4	190	0.9%
5	170	0.9%
6	167	0.8%
7	285	1.4%
8	194	1.0%
9	192	1.0%

Value	Count	Frequency (%)
332	1	< 0.1%
326	1	< 0.1%
324	1	< 0.1%
322	1	< 0.1%
311	2	< 0.1%
305	1	< 0.1%
304	1	< 0.1%
302	1	< 0.1%
300	1	< 0.1%
299	1	< 0.1%

DBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	234
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.7869

Minimum	0
Maximum	332
Zeros	27
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	19
median	33
Q3	42
95-th percentile	54
Maximum	332
Range	332
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.4326425
Coefficient of variation (CV)	0.6841952884
Kurtosis	38.13152792
Mean	32.7869
Median Absolute Deviation (MAD)	12
Skewness	4.443233746
Sum	655738
Variance	503.2234496
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	628	3.1%
37	619	3.1%
38	592	3.0%
39	581	2.9%
36	580	2.9%
40	553	2.8%
42	536	2.7%
34	528	2.6%
41	509	2.5%
19	498	2.5%
Other values (224)	14376	71.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27	0.1%
1	12	0.1%
2	40	0.2%
3	136	0.7%
4	217	1.1%
5	218	1.1%
6	186	0.9%
7	283	1.4%
8	214	1.1%
9	222	1.1%

Value	Count	Frequency (%)
332	1	< 0.1%
326	1	< 0.1%
325	1	< 0.1%
322	1	< 0.1%
312	1	< 0.1%
311	1	< 0.1%
306	1	< 0.1%
305	1	< 0.1%
304	1	< 0.1%
303	1	< 0.1%

Resp
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	225
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.0459

Minimum	0
Maximum	327
Zeros	43
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	17
median	29
Q3	39
95-th percentile	52
Maximum	327
Range	327
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	20.9401604
Coefficient of variation (CV)	0.6969390301
Kurtosis	37.85055592
Mean	30.0459
Median Absolute Deviation (MAD)	11
Skewness	4.353968692
Sum	600918
Variance	438.4903177
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	577	2.9%
36	558	2.8%
37	550	2.8%
39	540	2.7%
38	538	2.7%
17	536	2.7%
33	534	2.7%
18	528	2.6%
19	527	2.6%
20	517	2.6%
Other values (215)	14595	73.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	43	0.2%
1	42	0.2%
2	65	0.3%
3	183	0.9%
4	262	1.3%
5	260	1.3%
6	246	1.2%
7	297	1.5%
8	253	1.3%
9	284	1.4%

Value	Count	Frequency (%)
327	1	< 0.1%
315	1	< 0.1%
300	1	< 0.1%
298	1	< 0.1%
297	1	< 0.1%
288	1	< 0.1%
285	1	< 0.1%
284	2	< 0.1%
280	1	< 0.1%
277	1	< 0.1%

EtCO2
Real number (ℝ_≥0)

ZEROS

Distinct	130
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8818

Minimum	0
Maximum	308
Zeros	16784
Zeros (%)	83.9%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	18
Maximum	308
Range	308
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.98002107
Coefficient of variation (CV)	4.157131331
Kurtosis	151.1111183
Mean	2.8818
Median Absolute Deviation (MAD)	0
Skewness	9.799449423
Sum	57636
Variance	143.5209048
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16784	83.9%
2	284	1.4%
1	231	1.2%
3	221	1.1%
4	178	0.9%
6	154	0.8%
5	143	0.7%
7	122	0.6%
8	97	0.5%
11	93	0.5%
Other values (120)	1693	8.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16784	83.9%
1	231	1.2%
2	284	1.4%
3	221	1.1%
4	178	0.9%
5	143	0.7%
6	154	0.8%
7	122	0.6%
8	97	0.5%
9	75	0.4%

Value	Count	Frequency (%)
308	1	< 0.1%
293	1	< 0.1%
287	1	< 0.1%
255	1	< 0.1%
246	1	< 0.1%
238	1	< 0.1%
225	1	< 0.1%
222	1	< 0.1%
220	1	< 0.1%
217	1	< 0.1%

BaseExcess
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	16
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0882

Minimum	0
Maximum	20
Zeros	19442
Zeros (%)	97.2%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	20
Range	20
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6766414502
Coefficient of variation (CV)	7.671671771
Kurtosis	145.8723544
Mean	0.0882
Median Absolute Deviation (MAD)	0
Skewness	10.67402605
Sum	1764
Variance	0.4578436522
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	19442	97.2%
1	213	1.1%
2	90	0.4%
4	57	0.3%
5	57	0.3%
3	50	0.2%
6	35	0.2%
8	16	0.1%
7	14	0.1%
9	10	0.1%
Other values (6)	16	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19442	97.2%
1	213	1.1%
2	90	0.4%
3	50	0.2%
4	57	0.3%
5	57	0.3%
6	35	0.2%
7	14	0.1%
8	16	0.1%
9	10	0.1%

Value	Count	Frequency (%)
20	1	< 0.1%
14	1	< 0.1%
13	1	< 0.1%
12	1	< 0.1%
11	3	< 0.1%
10	9	< 0.1%
9	10	0.1%
8	16	0.1%
7	14	0.1%
6	35	0.2%

HCO3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	15
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07055

Minimum	0
Maximum	20
Zeros	19584
Zeros (%)	97.9%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	20
Range	20
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6250537834
Coefficient of variation (CV)	8.859727617
Kurtosis	181.6938622
Mean	0.07055
Median Absolute Deviation (MAD)	0
Skewness	12.01682714
Sum	1411
Variance	0.3906922321
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	19584	97.9%
1	152	0.8%
2	61	0.3%
4	43	0.2%
5	43	0.2%
3	34	0.2%
6	30	0.1%
8	14	0.1%
7	14	0.1%
9	10	0.1%
Other values (5)	15	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19584	97.9%
1	152	0.8%
2	61	0.3%
3	34	0.2%
4	43	0.2%
5	43	0.2%
6	30	0.1%
7	14	0.1%
8	14	0.1%
9	10	0.1%

Value	Count	Frequency (%)
20	1	< 0.1%
13	1	< 0.1%
12	1	< 0.1%
11	3	< 0.1%
10	9	< 0.1%
9	10	0.1%
8	14	0.1%
7	14	0.1%
6	30	0.1%
5	43	0.2%

FiO2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	41
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8605

Minimum	0
Maximum	60
Zeros	14178
Zeros (%)	70.9%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	60
Range	60
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.332897741
Coefficient of variation (CV)	2.711095574
Kurtosis	103.5663008
Mean	0.8605
Median Absolute Deviation (MAD)	0
Skewness	7.52012698
Sum	17210
Variance	5.442411871
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	14178	70.9%
1	2449	12.2%
2	1179	5.9%
3	764	3.8%
4	453	2.3%
5	282	1.4%
6	181	0.9%
7	133	0.7%
8	77	0.4%
9	66	0.3%
Other values (31)	238	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14178	70.9%
1	2449	12.2%
2	1179	5.9%
3	764	3.8%
4	453	2.3%
5	282	1.4%
6	181	0.9%
7	133	0.7%
8	77	0.4%
9	66	0.3%

Value	Count	Frequency (%)
60	1	< 0.1%
56	1	< 0.1%
49	1	< 0.1%
45	1	< 0.1%
44	1	< 0.1%
40	1	< 0.1%
39	1	< 0.1%
38	1	< 0.1%
37	1	< 0.1%
36	2	< 0.1%

pH
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	40
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8479

Minimum	0
Maximum	64
Zeros	14246
Zeros (%)	71.2%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	64
Range	64
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.379737117
Coefficient of variation (CV)	2.80662474
Kurtosis	123.2716219
Mean	0.8479
Median Absolute Deviation (MAD)	0
Skewness	8.1267563
Sum	16958
Variance	5.663148747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	14246	71.2%
1	2534	12.7%
2	1182	5.9%
3	655	3.3%
4	405	2.0%
5	258	1.3%
6	174	0.9%
7	141	0.7%
8	86	0.4%
9	79	0.4%
Other values (30)	240	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14246	71.2%
1	2534	12.7%
2	1182	5.9%
3	655	3.3%
4	405	2.0%
5	258	1.3%
6	174	0.9%
7	141	0.7%
8	86	0.4%
9	79	0.4%

Value	Count	Frequency (%)
64	1	< 0.1%
58	2	< 0.1%
50	1	< 0.1%
48	1	< 0.1%
46	1	< 0.1%
43	1	< 0.1%
42	1	< 0.1%
39	2	< 0.1%
36	1	< 0.1%
34	1	< 0.1%

PaCO2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	38
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.85065

Minimum	0
Maximum	64
Zeros	14221
Zeros (%)	71.1%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	64
Range	64
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.37257793
Coefficient of variation (CV)	2.789135285
Kurtosis	120.8458721
Mean	0.85065
Median Absolute Deviation (MAD)	0
Skewness	8.028096653
Sum	17013
Variance	5.629126034
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	14221	71.1%
1	2533	12.7%
2	1198	6.0%
3	668	3.3%
4	401	2.0%
5	255	1.3%
6	174	0.9%
7	145	0.7%
8	85	0.4%
9	80	0.4%
Other values (28)	240	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14221	71.1%
1	2533	12.7%
2	1198	6.0%
3	668	3.3%
4	401	2.0%
5	255	1.3%
6	174	0.9%
7	145	0.7%
8	85	0.4%
9	80	0.4%

Value	Count	Frequency (%)
64	1	< 0.1%
58	2	< 0.1%
50	1	< 0.1%
46	1	< 0.1%
43	1	< 0.1%
42	2	< 0.1%
39	2	< 0.1%
36	1	< 0.1%
33	1	< 0.1%
32	1	< 0.1%

SaO2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	34
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.72005

Minimum	0
Maximum	64
Zeros	14875
Zeros (%)	74.4%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	64
Range	64
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.149583456
Coefficient of variation (CV)	2.985325263
Kurtosis	159.6088907
Mean	0.72005
Median Absolute Deviation (MAD)	0
Skewness	9.109767191
Sum	14401
Variance	4.620709033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	14875	74.4%
1	2344	11.7%
2	1025	5.1%
3	573	2.9%
4	372	1.9%
5	242	1.2%
6	153	0.8%
7	110	0.5%
8	68	0.3%
9	60	0.3%
Other values (24)	178	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14875	74.4%
1	2344	11.7%
2	1025	5.1%
3	573	2.9%
4	372	1.9%
5	242	1.2%
6	153	0.8%
7	110	0.5%
8	68	0.3%
9	60	0.3%

Value	Count	Frequency (%)
64	1	< 0.1%
58	2	< 0.1%
50	1	< 0.1%
46	1	< 0.1%
43	1	< 0.1%
39	2	< 0.1%
36	1	< 0.1%
32	2	< 0.1%
31	3	< 0.1%
26	2	< 0.1%

AST
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	21
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66815

Minimum	0
Maximum	30
Zeros	11536
Zeros (%)	57.7%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	30
Range	30
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.101991968
Coefficient of variation (CV)	1.649318218
Kurtosis	70.02718315
Mean	0.66815
Median Absolute Deviation (MAD)	0
Skewness	4.996338343
Sum	13363
Variance	1.214386297
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	11536	57.7%
1	5478	27.4%
2	1988	9.9%
3	628	3.1%
4	179	0.9%
5	83	0.4%
6	48	0.2%
7	23	0.1%
8	9	< 0.1%
9	6	< 0.1%
Other values (11)	22	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11536	57.7%
1	5478	27.4%
2	1988	9.9%
3	628	3.1%
4	179	0.9%
5	83	0.4%
6	48	0.2%
7	23	0.1%
8	9	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
30	1	< 0.1%
26	1	< 0.1%
23	1	< 0.1%
21	1	< 0.1%
16	2	< 0.1%
15	1	< 0.1%
14	1	< 0.1%
13	2	< 0.1%
12	4	< 0.1%
11	4	< 0.1%

BUN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1046

Minimum	0
Maximum	32
Zeros	1591
Zeros (%)	8.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	32
Range	32
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.740548855
Coefficient of variation (CV)	0.8270212177
Kurtosis	28.71099364
Mean	2.1046
Median Absolute Deviation (MAD)	1
Skewness	3.687600962
Sum	42092
Variance	3.029510316
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
2	6712	33.6%
1	6121	30.6%
3	3266	16.3%
0	1591	8.0%
4	1142	5.7%
5	484	2.4%
6	229	1.1%
7	157	0.8%
8	79	0.4%
9	62	0.3%
Other values (17)	157	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1591	8.0%
1	6121	30.6%
2	6712	33.6%
3	3266	16.3%
4	1142	5.7%
5	484	2.4%
6	229	1.1%
7	157	0.8%
8	79	0.4%
9	62	0.3%

Value	Count	Frequency (%)
32	1	< 0.1%
26	2	< 0.1%
24	2	< 0.1%
23	3	< 0.1%
22	1	< 0.1%
21	2	< 0.1%
20	2	< 0.1%
19	1	< 0.1%
18	5	< 0.1%
17	6	< 0.1%

Alkalinephos
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	21
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.67045

Minimum	0
Maximum	30
Zeros	11530
Zeros (%)	57.6%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	30
Range	30
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.108651547
Coefficient of variation (CV)	1.653593179
Kurtosis	68.98757221
Mean	0.67045
Median Absolute Deviation (MAD)	0
Skewness	4.98957423
Sum	13409
Variance	1.229108253
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	11530	57.6%
1	5478	27.4%
2	1986	9.9%
3	627	3.1%
4	184	0.9%
5	83	0.4%
6	49	0.2%
7	24	0.1%
8	10	0.1%
9	6	< 0.1%
Other values (11)	23	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11530	57.6%
1	5478	27.4%
2	1986	9.9%
3	627	3.1%
4	184	0.9%
5	83	0.4%
6	49	0.2%
7	24	0.1%
8	10	0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
30	1	< 0.1%
26	1	< 0.1%
23	1	< 0.1%
21	1	< 0.1%
16	2	< 0.1%
15	1	< 0.1%
14	1	< 0.1%
13	2	< 0.1%
12	5	< 0.1%
11	4	< 0.1%

Calcium
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	48
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.60065

Minimum	0
Maximum	67
Zeros	1550
Zeros (%)	7.8%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	7
Maximum	67
Range	67
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.793234628
Coefficient of variation (CV)	1.074052498
Kurtosis	75.55357481
Mean	2.60065
Median Absolute Deviation (MAD)	1
Skewness	6.111238499
Sum	52013
Variance	7.802159685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
2	6075	30.4%
1	5263	26.3%
3	3210	16.1%
0	1550	7.8%
4	1455	7.3%
5	790	4.0%
6	501	2.5%
7	351	1.8%
8	214	1.1%
9	146	0.7%
Other values (38)	445	2.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1550	7.8%
1	5263	26.3%
2	6075	30.4%
3	3210	16.1%
4	1455	7.3%
5	790	4.0%
6	501	2.5%
7	351	1.8%
8	214	1.1%
9	146	0.7%

Value	Count	Frequency (%)
67	1	< 0.1%
62	1	< 0.1%
52	1	< 0.1%
50	2	< 0.1%
48	2	< 0.1%
47	1	< 0.1%
44	1	< 0.1%
41	1	< 0.1%
39	1	< 0.1%
38	1	< 0.1%

Chloride
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	24
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.23445

Minimum	0
Maximum	47
Zeros	18383
Zeros (%)	91.9%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	47
Range	47
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.258476216
Coefficient of variation (CV)	5.367780831
Kurtosis	251.7734168
Mean	0.23445
Median Absolute Deviation (MAD)	0
Skewness	11.9612307
Sum	4689
Variance	1.583762386
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	18383	91.9%
1	785	3.9%
2	300	1.5%
3	143	0.7%
4	90	0.4%
5	73	0.4%
6	46	0.2%
7	44	0.2%
8	35	0.2%
9	26	0.1%
Other values (14)	75	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18383	91.9%
1	785	3.9%
2	300	1.5%
3	143	0.7%
4	90	0.4%
5	73	0.4%
6	46	0.2%
7	44	0.2%
8	35	0.2%
9	26	0.1%

Value	Count	Frequency (%)
47	1	< 0.1%
42	1	< 0.1%
31	1	< 0.1%
29	2	< 0.1%
21	1	< 0.1%
20	2	< 0.1%
19	3	< 0.1%
16	2	< 0.1%
15	5	< 0.1%
14	7	< 0.1%

Creatinine
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.10645

Minimum	0
Maximum	32
Zeros	1588
Zeros (%)	7.9%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	32
Range	32
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.742087868
Coefficient of variation (CV)	0.8270255018
Kurtosis	28.6299876
Mean	2.10645
Median Absolute Deviation (MAD)	1
Skewness	3.684261325
Sum	42129
Variance	3.034870141
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
2	6716	33.6%
1	6114	30.6%
3	3266	16.3%
0	1588	7.9%
4	1142	5.7%
5	489	2.4%
6	230	1.1%
7	156	0.8%
8	79	0.4%
9	62	0.3%
Other values (17)	158	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1588	7.9%
1	6114	30.6%
2	6716	33.6%
3	3266	16.3%
4	1142	5.7%
5	489	2.4%
6	230	1.1%
7	156	0.8%
8	79	0.4%
9	62	0.3%

Value	Count	Frequency (%)
32	1	< 0.1%
26	2	< 0.1%
24	2	< 0.1%
23	3	< 0.1%
22	1	< 0.1%
21	2	< 0.1%
20	2	< 0.1%
19	1	< 0.1%
18	5	< 0.1%
17	6	< 0.1%

Bilirubin_direct
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0904

Minimum	0
Maximum	11
Zeros	18529
Zeros (%)	92.6%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	11
Range	11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.375412955
Coefficient of variation (CV)	4.152798174
Kurtosis	95.25190262
Mean	0.0904
Median Absolute Deviation (MAD)	0
Skewness	7.227513995
Sum	1808
Variance	0.1409348867
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	18529	92.6%
1	1258	6.3%
2	149	0.7%
3	35	0.2%
4	15	0.1%
6	8	< 0.1%
5	4	< 0.1%
11	1	< 0.1%
8	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18529	92.6%
1	1258	6.3%
2	149	0.7%
3	35	0.2%
4	15	0.1%
5	4	< 0.1%
6	8	< 0.1%
8	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
11	1	< 0.1%
8	1	< 0.1%
6	8	< 0.1%
5	4	< 0.1%
4	15	0.1%
3	35	0.2%
2	149	0.7%
1	1258	6.3%
0	18529	92.6%

Glucose
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	99
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.443

Minimum	0
Maximum	154
Zeros	1173
Zeros (%)	5.9%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	6
Q3	11
95-th percentile	25
Maximum	154
Range	154
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	9.249028502
Coefficient of variation (CV)	1.095467074
Kurtosis	30.38250452
Mean	8.443
Median Absolute Deviation (MAD)	4
Skewness	3.691869126
Sum	168860
Variance	85.54452823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	2281	11.4%
1	2072	10.4%
3	1548	7.7%
4	1332	6.7%
0	1173	5.9%
5	1103	5.5%
9	994	5.0%
8	988	4.9%
6	961	4.8%
7	959	4.8%
Other values (89)	6589	32.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1173	5.9%
1	2072	10.4%
2	2281	11.4%
3	1548	7.7%
4	1332	6.7%
5	1103	5.5%
6	961	4.8%
7	959	4.8%
8	988	4.9%
9	994	5.0%

Value	Count	Frequency (%)
154	1	< 0.1%
151	1	< 0.1%
147	2	< 0.1%
144	1	< 0.1%
140	1	< 0.1%
128	1	< 0.1%
122	1	< 0.1%
119	1	< 0.1%
116	1	< 0.1%
108	1	< 0.1%

Lactate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	43
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.71515

Minimum	0
Maximum	63
Zeros	15240
Zeros (%)	76.2%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	63
Range	63
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.266995245
Coefficient of variation (CV)	3.169957694
Kurtosis	139.7676586
Mean	0.71515
Median Absolute Deviation (MAD)	0
Skewness	8.827982589
Sum	14303
Variance	5.139267441
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0	15240	76.2%
1	2140	10.7%
2	916	4.6%
3	550	2.8%
4	301	1.5%
5	221	1.1%
6	146	0.7%
7	132	0.7%
8	75	0.4%
9	63	0.3%
Other values (33)	216	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15240	76.2%
1	2140	10.7%
2	916	4.6%
3	550	2.8%
4	301	1.5%
5	221	1.1%
6	146	0.7%
7	132	0.7%
8	75	0.4%
9	63	0.3%

Value	Count	Frequency (%)
63	1	< 0.1%
56	1	< 0.1%
55	1	< 0.1%
50	1	< 0.1%
47	1	< 0.1%
46	1	< 0.1%
43	1	< 0.1%
42	1	< 0.1%
39	2	< 0.1%
36	1	< 0.1%

Magnesium
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8235

Minimum	0
Maximum	31
Zeros	3543
Zeros (%)	17.7%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	2
95-th percentile	5
Maximum	31
Range	31
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.784154396
Coefficient of variation (CV)	0.9784230307
Kurtosis	34.29397116
Mean	1.8235
Median Absolute Deviation (MAD)	1
Skewness	3.901469988
Sum	36470
Variance	3.18320691
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
1	6217	31.1%
2	5545	27.7%
0	3543	17.7%
3	2634	13.2%
4	1053	5.3%
5	449	2.2%
6	207	1.0%
7	116	0.6%
8	57	0.3%
9	47	0.2%
Other values (18)	132	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3543	17.7%
1	6217	31.1%
2	5545	27.7%
3	2634	13.2%
4	1053	5.3%
5	449	2.2%
6	207	1.0%
7	116	0.6%
8	57	0.3%
9	47	0.2%

Value	Count	Frequency (%)
31	1	< 0.1%
30	1	< 0.1%
28	3	< 0.1%
26	2	< 0.1%
24	1	< 0.1%
22	2	< 0.1%
21	2	< 0.1%
20	3	< 0.1%
19	5	< 0.1%
18	6	< 0.1%

Phosphate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	24
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.12025

Minimum	0
Maximum	31
Zeros	8365
Zeros (%)	41.8%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	31
Range	31
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.501167084
Coefficient of variation (CV)	1.34002864
Kurtosis	36.30031125
Mean	1.12025
Median Absolute Deviation (MAD)	1
Skewness	3.905006035
Sum	22405
Variance	2.253502613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	8365	41.8%
1	5585	27.9%
2	3878	19.4%
3	1221	6.1%
4	433	2.2%
5	186	0.9%
6	128	0.6%
7	67	0.3%
8	38	0.2%
9	26	0.1%
Other values (14)	73	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8365	41.8%
1	5585	27.9%
2	3878	19.4%
3	1221	6.1%
4	433	2.2%
5	186	0.9%
6	128	0.6%
7	67	0.3%
8	38	0.2%
9	26	0.1%

Value	Count	Frequency (%)
31	1	< 0.1%
26	3	< 0.1%
22	1	< 0.1%
21	1	< 0.1%
19	1	< 0.1%
18	1	< 0.1%
17	3	< 0.1%
16	2	< 0.1%
15	1	< 0.1%
14	5	< 0.1%

Potassium
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	50
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.93445

Minimum	0
Maximum	81
Zeros	1434
Zeros (%)	7.2%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	8
Maximum	81
Range	81
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.316580043
Coefficient of variation (CV)	1.130222032
Kurtosis	73.04387802
Mean	2.93445
Median Absolute Deviation (MAD)	1
Skewness	5.975769523
Sum	58689
Variance	10.99970318
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	5538	27.7%
1	4870	24.3%
3	3319	16.6%
4	1639	8.2%
0	1434	7.2%
5	975	4.9%
6	603	3.0%
7	459	2.3%
8	293	1.5%
9	196	1.0%
Other values (40)	674	3.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1434	7.2%
1	4870	24.3%
2	5538	27.7%
3	3319	16.6%
4	1639	8.2%
5	975	4.9%
6	603	3.0%
7	459	2.3%
8	293	1.5%
9	196	1.0%

Value	Count	Frequency (%)
81	1	< 0.1%
77	1	< 0.1%
66	1	< 0.1%
59	1	< 0.1%
52	3	< 0.1%
51	3	< 0.1%
46	1	< 0.1%
43	2	< 0.1%
42	1	< 0.1%
41	2	< 0.1%

Bilirubin_total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	21
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6724

Minimum	0
Maximum	30
Zeros	11522
Zeros (%)	57.6%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	30
Range	30
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.112267997
Coefficient of variation (CV)	1.654176081
Kurtosis	68.29033032
Mean	0.6724
Median Absolute Deviation (MAD)	0
Skewness	4.974803774
Sum	13448
Variance	1.237140097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	11522	57.6%
1	5475	27.4%
2	1989	9.9%
3	632	3.2%
4	184	0.9%
5	84	0.4%
6	50	0.2%
7	23	0.1%
8	12	0.1%
12	5	< 0.1%
Other values (11)	24	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11522	57.6%
1	5475	27.4%
2	1989	9.9%
3	632	3.2%
4	184	0.9%
5	84	0.4%
6	50	0.2%
7	23	0.1%
8	12	0.1%
9	5	< 0.1%

Value	Count	Frequency (%)
30	1	< 0.1%
26	1	< 0.1%
23	1	< 0.1%
21	1	< 0.1%
16	2	< 0.1%
15	1	< 0.1%
14	1	< 0.1%
13	2	< 0.1%
12	5	< 0.1%
11	4	< 0.1%

TroponinI
Real number (ℝ_≥0)

ZEROS

Distinct	15
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6908

Minimum	0
Maximum	17
Zeros	13436
Zeros (%)	67.2%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	17
Range	17
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.303564469
Coefficient of variation (CV)	1.887036
Kurtosis	10.15790562
Mean	0.6908
Median Absolute Deviation (MAD)	0
Skewness	2.698331102
Sum	13816
Variance	1.699280324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	13436	67.2%
1	3043	15.2%
2	1700	8.5%
3	879	4.4%
4	461	2.3%
5	235	1.2%
6	117	0.6%
7	77	0.4%
8	27	0.1%
9	14	0.1%
Other values (5)	11	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13436	67.2%
1	3043	15.2%
2	1700	8.5%
3	879	4.4%
4	461	2.3%
5	235	1.2%
6	117	0.6%
7	77	0.4%
8	27	0.1%
9	14	0.1%

Value	Count	Frequency (%)
17	1	< 0.1%
14	2	< 0.1%
12	3	< 0.1%
11	3	< 0.1%
10	2	< 0.1%
9	14	0.1%
8	27	0.1%
7	77	0.4%
6	117	0.6%
5	235	1.2%

Hct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	31
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.21875

Minimum	0
Maximum	41
Zeros	1953
Zeros (%)	9.8%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	6
Maximum	41
Range	41
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.064803043
Coefficient of variation (CV)	0.9306154562
Kurtosis	26.95102252
Mean	2.21875
Median Absolute Deviation (MAD)	1
Skewness	3.566158349
Sum	44375
Variance	4.263411608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
1	6126	30.6%
2	6095	30.5%
3	2880	14.4%
0	1953	9.8%
4	1152	5.8%
5	642	3.2%
6	381	1.9%
7	235	1.2%
8	165	0.8%
9	127	0.6%
Other values (21)	244	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1953	9.8%
1	6126	30.6%
2	6095	30.5%
3	2880	14.4%
4	1152	5.8%
5	642	3.2%
6	381	1.9%
7	235	1.2%
8	165	0.8%
9	127	0.6%

Value	Count	Frequency (%)
41	1	< 0.1%
31	1	< 0.1%
30	1	< 0.1%
29	2	< 0.1%
28	1	< 0.1%
25	1	< 0.1%
24	1	< 0.1%
23	2	< 0.1%
22	4	< 0.1%
21	3	< 0.1%

Hgb
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	32
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2385

Minimum	0
Maximum	41
Zeros	1941
Zeros (%)	9.7%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	6
Maximum	41
Range	41
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.065776155
Coefficient of variation (CV)	0.9228394705
Kurtosis	25.84487648
Mean	2.2385
Median Absolute Deviation (MAD)	1
Skewness	3.447847569
Sum	44770
Variance	4.267431122
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
1	6072	30.4%
2	6068	30.3%
3	2871	14.4%
0	1941	9.7%
4	1165	5.8%
5	677	3.4%
6	411	2.1%
7	253	1.3%
8	175	0.9%
9	137	0.7%
Other values (22)	230	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1941	9.7%
1	6072	30.4%
2	6068	30.3%
3	2871	14.4%
4	1165	5.8%
5	677	3.4%
6	411	2.1%
7	253	1.3%
8	175	0.9%
9	137	0.7%

Value	Count	Frequency (%)
41	1	< 0.1%
33	1	< 0.1%
31	1	< 0.1%
28	1	< 0.1%
27	1	< 0.1%
26	1	< 0.1%
25	2	< 0.1%
24	1	< 0.1%
23	1	< 0.1%
22	2	< 0.1%

PTT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	22
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.36965

Minimum	0
Maximum	44
Zeros	15602
Zeros (%)	78.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	44
Range	44
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.071525215
Coefficient of variation (CV)	2.898756161
Kurtosis	247.6400833
Mean	0.36965
Median Absolute Deviation (MAD)	0
Skewness	10.20323425
Sum	7393
Variance	1.148166286
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	15602	78.0%
1	3069	15.3%
2	696	3.5%
3	291	1.5%
4	124	0.6%
5	90	0.4%
6	46	0.2%
7	26	0.1%
8	20	0.1%
9	12	0.1%
Other values (12)	24	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15602	78.0%
1	3069	15.3%
2	696	3.5%
3	291	1.5%
4	124	0.6%
5	90	0.4%
6	46	0.2%
7	26	0.1%
8	20	0.1%
9	12	0.1%

Value	Count	Frequency (%)
44	1	< 0.1%
35	1	< 0.1%
23	1	< 0.1%
22	2	< 0.1%
18	1	< 0.1%
17	1	< 0.1%
15	1	< 0.1%
14	3	< 0.1%
13	3	< 0.1%
12	3	< 0.1%

WBC
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.00495

Minimum	0
Maximum	31
Zeros	2000
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	31
Range	31
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.703194217
Coefficient of variation (CV)	0.8494946094
Kurtosis	26.10013708
Mean	2.00495
Median Absolute Deviation (MAD)	1
Skewness	3.395578474
Sum	40099
Variance	2.900870541
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
2	6531	32.7%
1	6440	32.2%
3	2841	14.2%
0	2000	10.0%
4	1039	5.2%
5	465	2.3%
6	236	1.2%
7	134	0.7%
8	107	0.5%
9	75	0.4%
Other values (17)	132	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2000	10.0%
1	6440	32.2%
2	6531	32.7%
3	2841	14.2%
4	1039	5.2%
5	465	2.3%
6	236	1.2%
7	134	0.7%
8	107	0.5%
9	75	0.4%

Value	Count	Frequency (%)
31	1	< 0.1%
30	1	< 0.1%
27	1	< 0.1%
25	1	< 0.1%
22	1	< 0.1%
21	2	< 0.1%
20	2	< 0.1%
19	2	< 0.1%
18	1	< 0.1%
17	3	< 0.1%

Fibrinogen
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	21
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2106

Minimum	0
Maximum	29
Zeros	18052
Zeros (%)	90.3%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	29
Range	29
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.9096642317
Coefficient of variation (CV)	4.319393313
Kurtosis	150.6363715
Mean	0.2106
Median Absolute Deviation (MAD)	0
Skewness	8.999016386
Sum	4212
Variance	0.8274890145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	18052	90.3%
1	1080	5.4%
2	352	1.8%
3	206	1.0%
4	110	0.5%
5	75	0.4%
6	49	0.2%
7	30	0.1%
8	21	0.1%
9	7	< 0.1%
Other values (11)	18	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18052	90.3%
1	1080	5.4%
2	352	1.8%
3	206	1.0%
4	110	0.5%
5	75	0.4%
6	49	0.2%
7	30	0.1%
8	21	0.1%
9	7	< 0.1%

Value	Count	Frequency (%)
29	1	< 0.1%
28	1	< 0.1%
18	1	< 0.1%
17	1	< 0.1%
16	1	< 0.1%
15	1	< 0.1%
14	2	< 0.1%
13	2	< 0.1%
12	1	< 0.1%
11	1	< 0.1%

Platelets
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0355

Minimum	0
Maximum	31
Zeros	1992
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	31
Range	31
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.759856416
Coefficient of variation (CV)	0.8645818796
Kurtosis	26.99818944
Mean	2.0355
Median Absolute Deviation (MAD)	1
Skewness	3.497953295
Sum	40710
Variance	3.097094605
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
2	6458	32.3%
1	6394	32.0%
3	2840	14.2%
0	1992	10.0%
4	1082	5.4%
5	487	2.4%
6	268	1.3%
7	143	0.7%
8	110	0.5%
9	83	0.4%
Other values (17)	143	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1992	10.0%
1	6394	32.0%
2	6458	32.3%
3	2840	14.2%
4	1082	5.4%
5	487	2.4%
6	268	1.3%
7	143	0.7%
8	110	0.5%
9	83	0.4%

Value	Count	Frequency (%)
31	1	< 0.1%
30	1	< 0.1%
27	1	< 0.1%
25	2	< 0.1%
24	2	< 0.1%
22	2	< 0.1%
20	2	< 0.1%
19	1	< 0.1%
18	3	< 0.1%
17	5	< 0.1%

Age
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	230
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.09975

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	23
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	23.27525267
Coefficient of variation (CV)	0.6109030287
Kurtosis	44.03440685
Mean	38.09975
Median Absolute Deviation (MAD)	12
Skewness	4.965291886
Sum	761995
Variance	541.7373868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	697	3.5%
38	667	3.3%
36	664	3.3%
40	651	3.3%
41	639	3.2%
43	610	3.0%
42	596	3.0%
37	591	3.0%
21	564	2.8%
44	563	2.8%
Other values (220)	13758	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	204	1.0%
9	114	0.6%
10	126	0.6%
11	120	0.6%
12	164	0.8%
13	205	1.0%
14	218	1.1%
15	305	1.5%
16	327	1.6%
17	373	1.9%

Value	Count	Frequency (%)
336	5	< 0.1%
335	2	< 0.1%
334	1	< 0.1%
333	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%
312	2	< 0.1%
310	2	< 0.1%

Gender
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	230
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.09975

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	23
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	23.27525267
Coefficient of variation (CV)	0.6109030287
Kurtosis	44.03440685
Mean	38.09975
Median Absolute Deviation (MAD)	12
Skewness	4.965291886
Sum	761995
Variance	541.7373868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	697	3.5%
38	667	3.3%
36	664	3.3%
40	651	3.3%
41	639	3.2%
43	610	3.0%
42	596	3.0%
37	591	3.0%
21	564	2.8%
44	563	2.8%
Other values (220)	13758	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	204	1.0%
9	114	0.6%
10	126	0.6%
11	120	0.6%
12	164	0.8%
13	205	1.0%
14	218	1.1%
15	305	1.5%
16	327	1.6%
17	373	1.9%

Value	Count	Frequency (%)
336	5	< 0.1%
335	2	< 0.1%
334	1	< 0.1%
333	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%
312	2	< 0.1%
310	2	< 0.1%

Unit1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	208
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.81

Minimum	0
Maximum	336
Zeros	6095
Zeros (%)	30.5%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	25
Q3	43
95-th percentile	56
Maximum	336
Range	336
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	26.20781453
Coefficient of variation (CV)	0.977538774
Kurtosis	22.40359888
Mean	26.81
Median Absolute Deviation (MAD)	21
Skewness	2.856933293
Sum	536200
Variance	686.8495425
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6095	30.5%
39	486	2.4%
36	483	2.4%
41	479	2.4%
40	462	2.3%
38	449	2.2%
43	442	2.2%
37	416	2.1%
42	414	2.1%
44	385	1.9%
Other values (198)	9889	49.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6095	30.5%
8	145	0.7%
9	72	0.4%
10	86	0.4%
11	72	0.4%
12	90	0.4%
13	119	0.6%
14	135	0.7%
15	180	0.9%
16	202	1.0%

Value	Count	Frequency (%)
336	2	< 0.1%
335	2	< 0.1%
334	1	< 0.1%
333	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
310	2	< 0.1%
307	1	< 0.1%
300	1	< 0.1%

Unit2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	208
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.81

Minimum	0
Maximum	336
Zeros	6095
Zeros (%)	30.5%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	25
Q3	43
95-th percentile	56
Maximum	336
Range	336
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	26.20781453
Coefficient of variation (CV)	0.977538774
Kurtosis	22.40359888
Mean	26.81
Median Absolute Deviation (MAD)	21
Skewness	2.856933293
Sum	536200
Variance	686.8495425
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6095	30.5%
39	486	2.4%
36	483	2.4%
41	479	2.4%
40	462	2.3%
38	449	2.2%
43	442	2.2%
37	416	2.1%
42	414	2.1%
44	385	1.9%
Other values (198)	9889	49.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6095	30.5%
8	145	0.7%
9	72	0.4%
10	86	0.4%
11	72	0.4%
12	90	0.4%
13	119	0.6%
14	135	0.7%
15	180	0.9%
16	202	1.0%

Value	Count	Frequency (%)
336	2	< 0.1%
335	2	< 0.1%
334	1	< 0.1%
333	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
310	2	< 0.1%
307	1	< 0.1%
300	1	< 0.1%

HospAdmTime
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	230
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.09975

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	23
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	23.27525267
Coefficient of variation (CV)	0.6109030287
Kurtosis	44.03440685
Mean	38.09975
Median Absolute Deviation (MAD)	12
Skewness	4.965291886
Sum	761995
Variance	541.7373868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	697	3.5%
38	667	3.3%
36	664	3.3%
40	651	3.3%
41	639	3.2%
43	610	3.0%
42	596	3.0%
37	591	3.0%
21	564	2.8%
44	563	2.8%
Other values (220)	13758	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	204	1.0%
9	114	0.6%
10	126	0.6%
11	120	0.6%
12	164	0.8%
13	205	1.0%
14	218	1.1%
15	305	1.5%
16	327	1.6%
17	373	1.9%

Value	Count	Frequency (%)
336	5	< 0.1%
335	2	< 0.1%
334	1	< 0.1%
333	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%
312	2	< 0.1%
310	2	< 0.1%

ICULOS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	230
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.09975

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	23
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	23.27525267
Coefficient of variation (CV)	0.6109030287
Kurtosis	44.03440685
Mean	38.09975
Median Absolute Deviation (MAD)	12
Skewness	4.965291886
Sum	761995
Variance	541.7373868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	697	3.5%
38	667	3.3%
36	664	3.3%
40	651	3.3%
41	639	3.2%
43	610	3.0%
42	596	3.0%
37	591	3.0%
21	564	2.8%
44	563	2.8%
Other values (220)	13758	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	204	1.0%
9	114	0.6%
10	126	0.6%
11	120	0.6%
12	164	0.8%
13	205	1.0%
14	218	1.1%
15	305	1.5%
16	327	1.6%
17	373	1.9%

Value	Count	Frequency (%)
336	5	< 0.1%
335	2	< 0.1%
334	1	< 0.1%
333	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%
312	2	< 0.1%
310	2	< 0.1%

SepsisLabel
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	230
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.09975

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	23
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	23.27525267
Coefficient of variation (CV)	0.6109030287
Kurtosis	44.03440685
Mean	38.09975
Median Absolute Deviation (MAD)	12
Skewness	4.965291886
Sum	761995
Variance	541.7373868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	697	3.5%
38	667	3.3%
36	664	3.3%
40	651	3.3%
41	639	3.2%
43	610	3.0%
42	596	3.0%
37	591	3.0%
21	564	2.8%
44	563	2.8%
Other values (220)	13758	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	204	1.0%
9	114	0.6%
10	126	0.6%
11	120	0.6%
12	164	0.8%
13	205	1.0%
14	218	1.1%
15	305	1.5%
16	327	1.6%
17	373	1.9%

Value	Count	Frequency (%)
336	5	< 0.1%
335	2	< 0.1%
334	1	< 0.1%
333	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%
312	2	< 0.1%
310	2	< 0.1%

Sepsis
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	230
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.09975

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	23
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	23.27525267
Coefficient of variation (CV)	0.6109030287
Kurtosis	44.03440685
Mean	38.09975
Median Absolute Deviation (MAD)	12
Skewness	4.965291886
Sum	761995
Variance	541.7373868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	697	3.5%
38	667	3.3%
36	664	3.3%
40	651	3.3%
41	639	3.2%
43	610	3.0%
42	596	3.0%
37	591	3.0%
21	564	2.8%
44	563	2.8%
Other values (220)	13758	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	204	1.0%
9	114	0.6%
10	126	0.6%
11	120	0.6%
12	164	0.8%
13	205	1.0%
14	218	1.1%
15	305	1.5%
16	327	1.6%
17	373	1.9%

Value	Count	Frequency (%)
336	5	< 0.1%
335	2	< 0.1%
334	1	< 0.1%
333	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%
312	2	< 0.1%
310	2	< 0.1%

Hours
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	230
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.09975

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	23
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	23.27525267
Coefficient of variation (CV)	0.6109030287
Kurtosis	44.03440685
Mean	38.09975
Median Absolute Deviation (MAD)	12
Skewness	4.965291886
Sum	761995
Variance	541.7373868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	697	3.5%
38	667	3.3%
36	664	3.3%
40	651	3.3%
41	639	3.2%
43	610	3.0%
42	596	3.0%
37	591	3.0%
21	564	2.8%
44	563	2.8%
Other values (220)	13758	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	204	1.0%
9	114	0.6%
10	126	0.6%
11	120	0.6%
12	164	0.8%
13	205	1.0%
14	218	1.1%
15	305	1.5%
16	327	1.6%
17	373	1.9%

Value	Count	Frequency (%)
336	5	< 0.1%
335	2	< 0.1%
334	1	< 0.1%
333	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%
312	2	< 0.1%
310	2	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	SepsisLabel	Sepsis	Hours
0	100001	22	22	5	22	22	22	22	0	0	0	0	0	0	0	1	0	1	0	1	0	5	0	2	0	2	0	0	1	1	0	1	1	24	24	24	24	24	24	24	24	24
1	100002	23	23	23	23	23	23	23	3	0	0	0	0	0	0	1	0	1	0	1	0	12	0	2	2	3	0	1	1	1	0	1	1	25	25	25	25	25	25	25	25	25
2	100003	36	36	12	35	32	35	32	0	0	0	0	0	0	2	3	2	3	0	3	2	8	0	3	2	3	2	3	2	2	0	2	2	43	43	0	0	43	43	43	43	43
3	100004	57	56	14	55	55	55	50	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	59	59	59	59	59	59	59	59	59
4	100005	44	44	19	43	41	43	42	0	0	1	2	2	2	1	5	1	7	0	5	0	11	2	4	1	7	1	4	5	5	3	3	3	52	52	52	52	52	52	52	52	52
5	100006	27	27	8	27	25	27	27	0	2	0	0	2	2	1	3	1	3	0	3	0	8	0	2	1	5	1	0	5	5	1	3	3	47	47	0	0	47	47	47	47	47
6	100007	36	36	9	36	36	36	34	0	0	0	0	0	0	1	2	1	2	0	2	1	3	0	1	1	2	1	0	5	5	1	1	1	37	37	0	0	37	37	37	37	37
7	100008	46	45	40	46	46	46	42	13	0	6	5	5	0	0	6	0	11	5	6	0	23	5	5	4	11	0	0	3	3	0	3	3	50	50	50	50	50	50	50	50	50
8	100009	26	26	6	24	24	24	8	0	0	0	0	0	0	0	1	0	1	0	1	0	1	0	1	0	1	0	0	1	1	0	1	1	30	30	0	0	30	30	30	30	30
9	100010	15	15	3	15	15	15	15	0	0	0	0	0	0	0	1	0	1	0	1	0	9	0	1	1	1	0	0	0	0	0	0	0	16	16	16	16	16	16	16	16	16

Last rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	SepsisLabel	Sepsis	Hours
19990	119991	23	22	23	23	23	23	19	3	0	0	0	0	0	1	0	1	1	0	11	0	1	0	1	0	0	1	1	0	1	0	1	25	25	25	25	25	25	25	25	25
19991	119992	40	40	11	40	40	40	39	0	0	0	0	0	0	1	0	1	1	0	6	0	1	1	1	0	1	1	1	0	1	0	1	41	41	41	41	41	41	41	41	41
19992	119993	7	7	6	6	3	6	8	0	0	0	0	0	0	1	0	1	1	0	1	0	1	1	1	0	2	1	1	0	1	0	1	21	21	0	0	21	21	21	21	21
19993	119994	41	41	41	41	41	41	40	9	5	6	6	6	0	3	0	7	3	0	24	6	3	1	8	0	0	2	2	0	2	0	2	42	42	42	42	42	42	42	42	42
19994	119995	41	41	10	41	41	41	41	0	0	0	0	0	0	1	0	1	1	0	7	0	1	1	1	0	0	1	1	0	1	1	1	42	42	42	42	42	42	42	42	42
19995	119996	46	46	10	45	44	45	34	0	0	0	0	0	1	2	1	2	2	0	2	0	2	0	2	1	2	1	1	0	1	0	1	48	48	0	0	48	48	48	48	48
19996	119997	24	24	3	24	24	24	13	1	0	0	0	0	1	2	1	2	2	1	2	0	2	1	2	1	1	2	2	1	2	0	2	25	25	0	0	25	25	25	25	25
19997	119998	42	43	12	38	38	38	38	0	0	0	0	0	1	2	1	2	2	0	2	0	1	1	2	1	0	3	7	0	3	0	3	49	49	49	49	49	49	49	49	49
19998	119999	18	18	5	18	18	18	18	0	0	0	0	0	2	2	2	2	2	0	2	0	0	0	2	2	0	3	3	0	2	0	2	20	20	20	20	20	20	20	20	20
19999	120000	33	33	7	33	33	33	31	0	0	0	0	0	1	2	1	2	2	1	10	0	1	1	2	1	0	2	2	1	2	0	2	35	35	0	0	35	35	35	35	35

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Missing values

Sample

First rows

Last rows